{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "l=list()\n",
    "def read():\n",
    "    text = readJsonFileToStr('555.txt')#此处改成你的json文件位置\n",
    "    s = text .replace('}{','}aaaaa{')\n",
    "    s = s.split('aaaaa')\n",
    "    data=dict()\n",
    "    for stri in s:\n",
    "        data = json.loads(stri)\n",
    "        l.append(data)\n",
    "def readJsonFileToStr(file_name):\n",
    "    with open(file_name,'r',encoding='utf-8') as f:\n",
    "        text = f.read()\n",
    "        f.close()\n",
    "    return text\n",
    "read()\n",
    "df=pd.DataFrame(l)\n",
    "df.to_excel('originalMusicStatisticzmj.xlsx')\n",
    "\n",
    "dfAlbum=pd.DataFrame(list(df['album']))\n",
    "dfPrivilege=pd.DataFrame(list(df['privilege']))\n",
    "ll=list()\n",
    "for i in range(len(df)):\n",
    "    if(type(df['hMusic'][i])!=dict):\n",
    "        ll.append({'bitrate': None, 'dfsId': None, 'size': None, 'volumeDelta':None})\n",
    "    else:\n",
    "        ll.append(df['hMusic'][i])\n",
    "dfhMusic=pd.DataFrame(ll)\n",
    "ll=list()\n",
    "for i in range(len(df)):\n",
    "    ll.append(df['artists'][i][0])\n",
    "dfArtists=pd.DataFrame(ll)\n",
    "\n",
    "dfAll=pd.concat([df,dfAlbum,dfArtists,dfhMusic,dfPrivilege],axis=1)\n",
    "dfAll=dfAll.drop(['album','privilege','artists','alias','rtUrls','hMusic'],axis=1)\n",
    "\n",
    "dfAll.to_excel('MusicStatisticzmj.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>$uicideboy$</th>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Code Kunst</th>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Loco</th>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bones</th>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bruno Mars</th>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             count\n",
       "$uicideboy$     56\n",
       "Code Kunst      43\n",
       "Loco            32\n",
       "Bones           31\n",
       "Bruno Mars      30"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "artistCnt=dict()\n",
    "def is_ascii(c):\n",
    "    tmp=ord(c)\n",
    "    if(0<=tmp<=128):\n",
    "        return True\n",
    "    else :\n",
    "        return False\n",
    "def isEnglishName(s):\n",
    "    for i in s:\n",
    "        if(is_ascii(i)):\n",
    "            None\n",
    "        else:\n",
    "            return False\n",
    "    return True\n",
    "cntEnglishName=0\n",
    "cntOtherName=0\n",
    "for i in dfArtists['name']:\n",
    "    if(isEnglishName(i)):\n",
    "        \n",
    "        cntEnglishName+=1\n",
    "    else:\n",
    "        cntOtherName+=1\n",
    "    if (i in artistCnt):\n",
    "        artistCnt[i]+=1;\n",
    "    else :\n",
    "        artistCnt[i]=1\n",
    "plt.figure(figsize=(5,5),dpi=120)\n",
    "plt.pie([cntEnglishName,cntOtherName],explode=[0.1,0.1],labels=['EnglishArtists','OthersArtistd'],autopct='%1.1f%%')\n",
    "plt.title('LanguageStatistics',fontsize=20)\n",
    "\n",
    "plt.show()\n",
    "dfArtistCnt=pd.DataFrame(artistCnt,index=['count']).T\n",
    "dfArtistCnt.sort_values(by='count',ascending=False).head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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lOi3tKqrhj1dRfct/PXBYZh5O+4fvPg34INVvDT3eh/1fUnf/8mze09QnmXkQVS/RR6l6d35F1QOxmuq1eBD4PlVPxXaZeUnTDVWOBE4Ffla20XTwiIF4Tcqx81aqobl/STVkeHb/bNfzB6re0lOA66h6zp6kKigeo7ru62+BHcrfTDO9es69kZk3UP0o8xlUvVNLqNrmj1R/p58DXtmw2nuA91EVYHdTDQn/HFV73EvVS/vqzPx8f/OStOmKzL6+b0qSmomI+cBeVNfAzOxsNkNHRBzL2muRXpeZP+tkPpKkjZs9SJKkjV1tUI17LY4kSRvKAkmStNGKiD2APcrDr3UyF0nSpsFR7CRJG5WI2JZqxLJXAF8qsxezgb99JEkSWCBJkjY+twDbNsw7ITOXdyIZSdKmxVPsJEkbq6eohrQ+IDOv6HQykqRNg6PYSZIkSVKxyZ5iFxEBbEX1DaMkSZKkoW0csDB76CHaZAskquLo4U4nIUmSJGnQmEb1Q9Nd2pQLpKcAHnroIcaPH9/pXCRJkiR1yLJly9h6662hF2eXbcoFEgDjx4+3QJIkSZLUK45iJ0mSJEmFBZIkSZIkFRZIkiRJklRs8tcg9WT16tWsWrWq02logIwcOZLhw4d3Og1JkiRtpIZsgZSZLFq0iCeffLLTqWiATZw4kSlTplD9FJYkSZLUe0O2QKoVR5MnT2bzzTf3w/QmIDNZvnw5ixcvBmDq1KkdzkiSJEkbmz4XSBHxJuAUYBdgKnBwZl7VRezXgQ8BJ2fmnLr5o4GzgPcCY4CbgQ9n5sN1MZOALwMHlllXAydk5pN9zbnR6tWr1xRHW2655YZuToPImDFjAFi8eDGTJ0/2dDtJkiT1SX8GadgC+CXwke6CIuIg4HXAwiaL5wAHA4cDewJjgWsiov7T7GXAzsDbyrQzcEk/8l1P7ZqjzTfffCA2p0Gm9rp6bZkkSZL6qs89SJl5HXAd0OVpaRHxEuArwH7AtQ3LJgDHAkdl5k1l3pHAQ8A+wA0RsQNVUfT6zLy9xHwQuC0its/M3/Q17y7yHIjNaJDxdZUkSVJ/Dfgw3xExjKqn558z81dNQnYBRgI31mZk5kLgXmCPMmt3YGmtOCoxPwWW1sU07nd0RIyvTcC4gXg+kiRJkoaOVvwO0ieA56iuH2pmCrAyM59omP9oWVaLWdxk3cV1MY1OpyqgatPDXcRpA82aNYuDDjpog7czb948Jk6cuMHbkSRJkgbKgI5iFxG7AB8FXpOZ2dfVgfp1mq3fGFPv88CX6h6Pox9F0vTTru05aAAtOHP/PsXPmjWLiy++GIARI0aw9dZbc8ghh/DpT3+aLbbYohUptsxhhx3GO97xjjWPZ8+ezVVXXcXdd9/duaQkSZI0pA30MN9vBCYDD9ZdBzIcODsiTsrM6cAiYFRETGroRZoM3FruLwJe3GT7L6LqaVpPZq4AVtQeb8rXobztbW9j7ty5rFq1ih/96Eccd9xxPP3005x33nmdTq3XVq1axZgxY9aMOidJkiQNBgN9it0lwF9SjThXmxYC/0w1YAPAXcAqYN/aShExFdiJtQXSbcCEiNitLuZ1wIS6mCFr9OjRTJkyha233pojjjiC973vfVx11VWsWLGCE088kcmTJ7PZZpux5557cscdd6xZb/78+UQE1157La961avYbLPNeN3rXsc999yzJmb27NnsvPPO6+xvzpw5TJ8+vct8rr/+evbcc08mTpzIlltuyQEHHMDvfve7NcsXLFhARHDFFVcwc+ZMNttsMy699NJ1TrGbN28en/70p/nlL39JRBARzJs3jw984AMccMAB6+zvueeeY8qUKVx00UX9b0RJkiSpiT4XSBExNiJ2joidy6wZ5fE2mbkkM++tn6iKoUW1kecycylwIVWv0lsi4tXApcA9wE0l5j7geuCCiHh9RLweuAC4ZqBGsNuUjBkzhlWrVnHqqafy7W9/m4svvpif//znbLfdduy33348/vjj68SfcsopnHXWWdxxxx1MnjyZAw88cIOGxH766af52Mc+xh133MHNN9/MsGHDOPjgg3n++efXifvEJz7BiSeeyH333cd+++23zrLDDjuMj3/84+y444488sgjPPLIIxx22GEcd9xxXH/99TzyyCNrYr///e/z5z//mfe85z39zlmSJElqpj+n2O0K/Gfd49p1PxcDs3q5jZOpBnK4grU/FDsrM1fXxbyPaqCH2mh3V9PDby8NRT/72c+47LLL2HvvvTnvvPOYN28eb3/72wG44IIL+MEPfsCFF17IKaecsmadT33qU+y7b9WBd/HFFzNt2jS+853v9LvgOPTQQ9d5fOGFFzJ58mR+/etfs9NOO62Zf9JJJ3HIIYc03caYMWMYO3YsI0aMYMqUteNw7LHHHmy//fZccsklnHrqqQDMnTuXd7/73YwdO7Zf+UqSJA1Vg/16+8Ggzz1ImTk/M6PJNKuL+OmZOadh3rOZeUJmbpmZm2fmOzPzoYaYxzPzyMwcX6YjM/PJvua7KbrmmmsYO3Ysm222GbvvvjtvetObOOGEE1i1ahVveMMb1sSNHDmS3Xbbjfvuu2+d9Xffffc191/wghew/fbbrxfTF7/73e844ogjeOlLX8r48eOZMWMGAA8++OA6cbvuumu/tn/ccccxd+5cABYvXsy1117LBz7wgX7nK0mSJHWlFcN8q8X23ntv7r77bn7zm9/w7LPPcuWVVzJhwgRg/cEpMrNXA1bUYoYNG0bjAIQ9nX73zne+kyVLlnDBBRdw++23c/vt1c9XrVy5cp24/o6y9/73v5/f//733HbbbVx66aVMnz6dN77xjf3aliRJktQdC6SN0BZbbMF2223Htttuy8iRIwHYbrvtGDVqFD/+8Y/XxK1atYo777yTHXbYYZ31f/rTn665/8QTT/Db3/6Wl7/85QC86EUvYtGiResUSd0Nu71kyRLuu+8+/u7v/o63vOUt7LDDDjzxRONPXPXOqFGjWL169Xrzt9xySw466CDmzp3L3LlzOeaYY/q1fUmSJKknAz3Mtzpkiy224Pjjj+eUU07hBS94Adtssw1f/OIXWb58Occee+w6sf/4j//IlltuyYtf/GI++clP8sIXvnDND7/OnDmTP/3pT3zxi1/kXe96F9dffz3XXXcd48ePb7rfSZMmseWWW3L++eczdepUHnzwQU477bR+PYfp06fzwAMPcPfddzNt2jTGjRvH6NGjgeo0uwMOOIDVq1dz9NFH92v7kiRJUk8skBpsjBeS1Zx55pk8//zzHHXUUTz11FPsuuuu3HDDDUyaNGm9uI9+9KPcf//9vOpVr+Lqq69m1KhRAOywww6ce+65fO5zn+Mzn/kMhx56KH/7t3/L+eef33Sfw4YN4/LLL+fEE09kp512Yvvtt+fLX/4yM2fO7HP+hx56KFdeeSV77703Tz75JHPnzmXWrFkA7LPPPkydOpUdd9yRrbbaqs/bliRJknojGq832VRExHhg6dKlS9fr/Xj22Wd54IEHmDFjBptttllnEuyA+fPns/fee/PEE0+s+f2hjcXy5cvZaqutuOiii7ocCa9mqL6+kiRJPRmqo9gtW7asds3+hMxc1l2sPUga1J5//nkWLVrE2WefzYQJEzjwwAM7nZIkSZI2YRZIGtQefPBBZsyYwbRp05g3bx4jRnjISpIkqXX8tDmEzJw5c70hvAe76dOnb3Q5S5IkaePlMN+SJEmSVAzpAsmeiU2Tr6skSZL6a0gWSLUfV12+fHmHM1Er1F7X2ussSZIk9daQvAZp+PDhTJw4kcWLFwOw+eabExEdzkobKjNZvnw5ixcvZuLEiQwfPrzTKUmSJGkjMyQLJIApU6YArCmStOmYOHHimtdXkiRJ6oshWyBFBFOnTmXy5MmsWrWq0+logIwcOdKeI0mSJPXbkC2QaoYPH+4HakmSJEnAEB2kQZIkSZKasUCSJEmSpMICSZIkSZIKCyRJkiRJKiyQJEmSJKmwQJIkSZKkwgJJkiRJkgoLJEmSJEkqLJAkSZIkqbBAkiRJkqTCAkmSJEmSCgskSZIkSSoskCRJkiSpsECSJEmSpMICSZIkSZIKCyRJkiRJKiyQJEmSJKmwQJIkSZKkwgJJkiRJkgoLJEmSJEkqLJAkSZIkqbBAkiRJkqTCAkmSJEmSCgskSZIkSSoskCRJkiSpsECSJEmSpKLPBVJEvCkivhcRCyMiI+KgumUjI+ILEXFPRDxdYv41IrZq2MboiDgnIh4rcVdHxLSGmEkRcUlELC3TJRExsb9PVJIkSZJ60p8epC2AXwIfabJsc+A1wGfK7SHAy4CrG+LmAAcDhwN7AmOBayJieF3MZcDOwNvKtDNwST/ylSRJkqReGdHXFTLzOuA6gIhoXLYU2Ld+XkScAPwsIrbJzAcjYgJwLHBUZt5UYo4EHgL2AW6IiB2oiqLXZ+btJeaDwG0RsX1m/qaveUuSJElST9pxDdIEIIEny+NdgJHAjbWAzFwI3AvsUWbtDiytFUcl5qfA0rqYdZTT9sbXJmDcAD8PSZIkSZu4lhZIEbEZcCZwWWYuK7OnACsz84mG8EfLslrM4iabXFwX0+h0qgKqNj28AalLkiRJGoJaViBFxEjg8rKPD/dmFaqepprsRUy9z1P1VtWmaV3ESZIkSVJTfb4GqTdKcXQFMAN4c13vEcAiYFRETGroRZoM3FoX8+Imm34RVU/TejJzBbCiLof+PwFJkiRJQ9KA9yDVFUd/AeyTmUsaQu4CVlE3mENETAV2Ym2BdBswISJ2q4t5HVXP0K1IkiRJUgv0uQcpIsYC29XNmhEROwOPAwuB/6Aa4vsAYHhE1K4ZejwzV2bm0oi4EDg7IpaU9c4C7gFuAsjM+yLieuCCiPjrsv75wDWOYCdJkiSpVfpzit2uwH/WPf5Sub0YmA0cWB7f3bDe3sD8cv9k4DmqnqYxwM3ArMxcXRf/PuDLrB3t7mqa//aSJEmSJA2I/vwO0nyqwRK60uPFP5n5LHBCmbqKeRw4sq/5SZIkSVJ/teN3kCRJkiRpo2CBJEmSJEmFBZIkSZIkFRZIkiRJklRYIEmSJElSYYEkSZIkSYUFkiRJkiQVFkiSJEmSVFggSZIkSVJhgSRJkiRJhQWSJEmSJBUWSJIkSZJUWCBJkiRJUmGBJEmSJEmFBZIkSZIkFRZIkiRJklRYIEmSJElSYYEkSZIkSYUFkiRJkiQVFkiSJEmSVFggSZIkSVJhgSRJkiRJhQWSJEmSJBUWSJIkSZJUWCBJkiRJUmGBJEmSJEmFBZIkSZIkFRZIkiRJklRYIEmSJElSYYEkSZIkSYUFkiRJkiQVFkiSJEmSVFggSZIkSVJhgSRJkiRJhQWSJEmSJBUWSJIkSZJUWCBJkiRJUmGBJEmSJEmFBZIkSZIkFRZIkiRJklRYIEmSJElS0ecCKSLeFBHfi4iFEZERcVDD8oiI2WX5MxExPyJ2bIgZHRHnRMRjEfF0RFwdEdMaYiZFxCURsbRMl0TExP48SUmSJEnqjf70IG0B/BL4SBfLTwU+Vpa/FlgE/CAixtXFzAEOBg4H9gTGAtdExPC6mMuAnYG3lWln4JJ+5CtJkiRJvTKirytk5nXAdQARsc6yqGacBHw2M68s844GHgWOAL4eEROAY4GjMvOmEnMk8BCwD3BDROxAVRS9PjNvLzEfBG6LiO0z8zd9f6qSJEmS1L2BvgZpBjAFuLE2IzNXALcAe5RZuwAjG2IWAvfWxewOLK0VRyXmp8DSuph1lNP2xtcmYFyzOEmSJEnqykAXSFPK7aMN8x+tWzYFWJmZT/QQs7jJ9hfXxTQ6naqAqk0P9z5tSZIkSWrdKHbZ8DiazGvUGNMsvrvtfB6YUDdN6yJOkiRJkpoa6AJpUblt7OWZzNpepUXAqIiY1EPMi5ts/0Ws3zsFVKfyZeay2gQ81dfkJUmSJA1tA10gPUBV3OxbmxERo4C9gFvLrLuAVQ0xU4Gd6mJuAyZExG51Ma+j6hmqxUiSJEnSgOrzKHYRMRbYrm7WjIjYGXg8Mx+MiDnAGRFxP3A/cAawnGrYbjJzaURcCJwdEUuAx4GzgHuAm0rMfRFxPXBBRPx12c/5wDWOYCdJkiSpVfpcIAG7Av9Z9/hL5fZiYBbwRWAMcC4wCbgdeGtm1p/ydjLwHHBFib0ZmJWZq+ti3gd8mbWj3V1N17+9JEmSJEkbrD+/gzSfarCErpYnMLtMXcU8C5xQpq5iHgeO7Gt+kiRJktRfrRrFTpIkSZI2OhZIkiRJklRYIEmSJElSYYEkSZIkSYUFkiRJkiQVFkiSJEmSVFggSZIkSVJhgSRJkiRJhQWSJEmSJBUWSJIkSZJUWCBJkiRJUmGBJEmSJEmFBZIkSZIkFRZIkiRJklRYIEmSJElSYYEkSZIkSYUFkiRJkiQVFkiSJEmSVFggSZIkSVJhgSRJkiRJhQWSJEmSJBUWSJIkSZJUWCBJkiRJUmGBJEmSJEmFBZIkSZIkFRZIkiRJklRYIEmSJElSYYEkSZIkSYUFkiRJkiQVFkiSJEmSVFggSZIkSVJhgSRJkiRJhQWSJEmSJBUWSJIkSZJUWCBJkiRJUmGBJEmSJEmFBZIkSZIkFRZIkiRJklRYIEmSJElSYYEkSZIkSYUFkiRJkiQVA14gRcSIiPiniHggIp6JiN9HxD9ExLC6mIiI2RGxsMTMj4gdG7YzOiLOiYjHIuLpiLg6IqYNdL6SJEmSVNOKHqRPAH8DfATYATgVOAU4oS7mVOBjJea1wCLgBxExri5mDnAwcDiwJzAWuCYihrcgZ0mSJEliRAu2uTvw3cy8tjxeEBHvBXaFqvcIOAn4bGZeWeYdDTwKHAF8PSImAMcCR2XmTSXmSOAhYB/ghhbkLUmSJGmIa0UP0o+Bt0TEywAi4lVUPUDfL8tnAFOAG2srZOYK4BZgjzJrF2BkQ8xC4N66mHWUU/LG1yZgXLM4SZIkSepKK3qQvgBMAP4nIlYDw4FPZuY3y/Ip5fbRhvUeBbati1mZmU80iZlCc6cDn9qQxCVJkiQNba3oQToMOJLqdLnXAEcDf1tOo6uXDY+jybxG3cV8nqowq00O6CBJkiSpT1rRg/TPwJmZeXl5fE9EbEvVw3Mx1YAMUPUEPVK33mTW9iotAkZFxKSGXqTJwK3NdlpO01tRe1xd6iRJkiRJvdeKHqTNgecb5q2u29cDVAXQvrWFETEK2Iu1xc9dwKqGmKnATnRRIEmSJEnShmpFD9L3gE9GxIPAr4BXUw3pfRFAZmZEzAHOiIj7gfuBM4DlwGUlZmlEXAicHRFLgMeBs4B7gJtakLMkSZIktaRAOgH4DHAu1SlxC4GvA/9YF/NFYEyJmQTcDrw1M5+qizkZeA64osTeDMzKzNUtyFmSJEmSiMyexkXYOJWhvpcuXbqU8ePHdzodSZIkqeOmn3Ztz0EDaMGZ+7d1f11ZtmwZEyZMAJiQmcu6i23FNUiSJEmStFGyQJIkSZKkwgJJkiRJkgoLJEmSJEkqLJAkSZIkqbBAkiRJkqTCAkmSJEmSCgskSZIkSSoskCRJkiSpsECSJEmSpMICSZIkSZIKCyRJkiRJKiyQJEmSJKmwQJIkSZKkwgJJkiRJkgoLJEmSJEkqLJAkSZIkqbBAkiRJkqTCAkmSJEmSCgskSZIkSSoskCRJkiSpsECSJEmSpMICSZIkSZIKCyRJkiRJKiyQJEmSJKmwQJIkSZKkwgJJkiRJkgoLJEmSJEkqLJAkSZIkqbBAkiRJkqTCAkmSJEmSCgskSZIkSSoskCRJkiSpsECSJEmSpMICSZIkSZIKCyRJkiRJKiyQJEmSJKmwQJIkSZKkwgJJkiRJkgoLJEmSJEkqLJAkSZIkqWhJgRQRL4mISyNiSUQsj4i7I2KXuuUREbMjYmFEPBMR8yNix4ZtjI6IcyLisYh4OiKujohprchXkiRJkqAFBVJETAJ+AqwC3g68Avg48GRd2KnAx4CPAK8FFgE/iIhxdTFzgIOBw4E9gbHANRExfKBzliRJkiSAES3Y5ieAhzLzmLp5C2p3IiKAk4DPZuaVZd7RwKPAEcDXI2ICcCxwVGbeVGKOBB4C9gFuaEHekiRJkoa4VpxidyBwZ0R8KyIWR8QvIuKDdctnAFOAG2szMnMFcAuwR5m1CzCyIWYhcG9dzDrKKXnjaxMwrlmcJEmSJHWlFQXSS4HjgfuB/YCvAV+OiPeX5VPK7aMN6z1at2wKsDIzn+gmptHpwNK66eH+PgFJkiRJQ1MrCqRhwM8z84zM/EVmfh24gKpoqpcNj6PJvEbdxXwemFA3OaCDJEmSpD5pRYH0CPDrhnn3AduU+4vKbWNP0GTW9iotAkaVAR+6illHZq7IzGW1CXiqP8lLkiRJGrpaUSD9BNi+Yd7LgD+U+w9QFUD71hZGxChgL+DWMusuqlHw6mOmAjvVxUiSJEnSgGrFKHb/AtwaEWcAVwC7AR8qE5mZETEHOCMi7qe6VukMYDlwWYlZGhEXAmdHxBLgceAs4B7gphbkLEmSJEkDXyBl5h0RcTDVNUH/QNVjdFJm/ltd2BeBMcC5wCTgduCtmVl/WtzJwHNURdYY4GZgVmauHuicJUmSJAla04NEZl4DXNPN8gRml6mrmGeBE8okSZIkSS3XimuQJEmSJGmjZIEkSZIkSYUFkiRJkiQVFkiSJEmSVFggSZIkSVJhgSRJkiRJhQWSJEmSJBUWSJIkSZJUWCBJkiRJUmGBJEmSJEmFBZIkSZIkFRZIkiRJklRYIEmSJElSYYEkSZIkSYUFkiRJkiQVFkiSJEmSVFggSZIkSVJhgSRJkiRJhQWSJEmSJBUjOp2AJEmStCmbftq1bd3fgjP3b+v+NjX2IEmSJElSYYEkSZIkSYUFkiRJkiQVFkiSJEmSVFggSZIkSVJhgSRJkiRJhQWSJEmSJBUWSJIkSZJUWCBJkiRJUmGBJEmSJEmFBZIkSZIkFRZIkiRJklRYIEmSJElSYYEkSZIkSYUFkiRJkiQVFkiSJEmSVFggSZIkSVJhgSRJkiRJhQWSJEmSJBUWSJIkSZJUWCBJkiRJUtHyAikiTo+IjIg5dfMiImZHxMKIeCYi5kfEjg3rjY6IcyLisYh4OiKujohprc5XkiRJ0tDV0gIpIl4LfAj474ZFpwIfAz4CvBZYBPwgIsbVxcwBDgYOB/YExgLXRMTwVuYsSZIkaehqWYEUEWOBfwM+CDxRNz+Ak4DPZuaVmXkvcDSwOXBEiZkAHAt8PDNvysxfAEcCrwT2aVXOkiRJkoa2VvYgfRW4NjNvapg/A5gC3FibkZkrgFuAPcqsXYCRDTELgXvrYtZRTskbX5uAcc3iJEmSJKkrI1qx0Yg4nKrI2bXJ4inl9tGG+Y8C29bFrMzMJ5rETKG504FP9T1bSZIkSaoMeA9SRGwN/D/gfZn5bDeh2bhqk3nrbb6bmM8DE+omB3SQJEmS1CetOMVuF2AycFdEPBcRzwF7ASeW+7Weo8aeoMl1yxYBoyJiUjcx68jMFZm5rDYBTw3Ac5EkSZI0hLSiQLqZajCFneumO6kGbNgZ+D1VAbRvbYWIGEVVRN1aZt0FrGqImQrsVBcjSZIkSQNqwK9BysynqAZTWCMingaWlBHrKL+JdEZE3A/cD5wBLAcuK9tYGhEXAmdHxBLgceAs4B6gcdAHSZIkSRoQLRmkoRe+CIwBzgUmAbcDby3FVc3JwHPAFSX2ZmBWZq5uc66SJEmShoi2FEiZObPhcQKzy9TVOs8CJ5RJkiRJklqulb+DJEmSJEkbFQskSZIkSSoskCRJkiSpsECSJEmSpMICSZIkSZKKTg3zLUmSJLXE9NOubfs+F5y5f9v3qdawB0mSJEmSCgskSZIkSSoskCRJkiSpsECSJEmSpMICSZIkSZIKCyRJkiRJKiyQJEmSJKmwQJIkSZKkwgJJkiRJkgoLJEmSJEkqLJAkSZIkqbBAkiRJkqTCAkmSJEmSCgskSZIkSSoskCRJkiSpsECSJEmSpMICSZIkSZIKCyRJkiRJKiyQJEmSJKmwQJIkSZKkwgJJkiRJkooRnU5AUt9MP+3atu5vwZn7t3V/kiRJnWQPkiRJkiQV9iBJkiRpg3mGgzYV9iBJkiRJUmGBJEmSJEmFBZIkSZIkFRZIkiRJklRYIEmSJElSYYEkSZIkSYUFkiRJkiQVFkiSJEmSVFggSZIkSVJhgSRJkiRJxYhOJyBJkqT+mX7atW3d34Iz92/r/qROGPAepIg4PSLuiIinImJxRFwVEds3xEREzI6IhRHxTETMj4gdG2JGR8Q5EfFYRDwdEVdHxLSBzleSJEmSalpxit1ewFeB1wP7UvVS3RgRW9TFnAp8DPgI8FpgEfCDiBhXFzMHOBg4HNgTGAtcExHDW5CzJEmSJA38KXaZ+bb6xxFxDLAY2AX4r4gI4CTgs5l5ZYk5GngUOAL4ekRMAI4FjsrMm0rMkcBDwD7ADQOdtyRJkiS1Y5CGCeX28XI7A5gC3FgLyMwVwC3AHmXWLsDIhpiFwL11Mesop+SNr03AuGZxkiRJktSVlg7SUHqLvgT8ODPvLbOnlNtHG8IfBbati1mZmU80iZlCc6cDn9qwjIe2dl/oCV7sKUmSpMGl1T1IXwH+Enhvk2XZ8DiazGvUXcznqXqrapMDOkiSJEnqk5YVSBFxDnAgsHdmPly3aFG5bewJmszaXqVFwKiImNRNzDoyc0VmLqtNwFMb9AQkSZIkDTmtGOY7IuIrwCHAmzPzgYaQB6gKoH3r1hlFNfrdrWXWXcCqhpipwE51MZIkSZI0oFpxDdJXqUaj+yvgqYio9RQtzcxnMjMjYg5wRkTcD9wPnAEsBy4DyMylEXEhcHZELKEa4OEs4B7gphbkLEmSJEktKZCOL7fzG+YfA8wr978IjAHOBSYBtwNvzcz60+JOBp4DriixNwOzMnN1C3KWJEmSpJb8DlL0IiaB2WXqKuZZ4IQySZIkdZwjvkqbvnb8DpIkSZIkbRQskCRJkiSpsECSJEmSpMICSZIkSZIKCyRJkiRJKiyQJEmSJKmwQJIkSZKkohU/FCtJkjRg2v3bQ/7ukDS0WSBJkqT1WJRIGqo8xU6SJEmSCgskSZIkSSoskCRJkiSpsECSJEmSpMICSZIkSZIKCyRJkiRJKiyQJEmSJKmwQJIkSZKkwgJJkiRJkgoLJEmSJEkqLJAkSZIkqRjR6QQkSeqU6add29b9LThz/7buT5LUdxZIUi/4IUpSq7X7fQZ8r5GkZjzFTpIkSZIKCyRJkiRJKiyQJEmSJKmwQJIkSZKkwgJJkiRJkgoLJEmSJEkqLJAkSZIkqfB3kCRJbeXvikmSBjMLJElqgcFUBPgDpJIk9Z6n2EmSJElSYYEkSZIkSYWn2GnQGkynKEmSJGlosECStEEsZCVJ0qbEAknSJsNiTZIkbSivQZIkSZKkwgJJkiRJkgoLJEmSJEkqvAapw7xmQpIkSRo87EGSJEmSpGLQF0gR8eGIeCAino2IuyLijZ3OSZIkSdKmaVAXSBFxGDAH+CzwauBHwHURsU0n85IkSZK0aRrUBRLwMeDCzPxGZt6XmScBDwHHdzYtSZIkSZuiQTtIQ0SMAnYBzmxYdCOwR5P40cDoulnjAJYtW9aqFAfE8yuWt3V/3bVHu3OBwZWPuTTX09/QYMrHXJrzb9tcujKY8jGXrg2mfMyla4Mpn40ll3bqSx6RmS1Mpf8iYivgj8AbMvPWuvlnAEdn5vYN8bOBT7U1SUmSJEkbk2mZ+cfuAgZtD1KdxgoumswD+DzwpbrH44CHgWnAU61Jrc8GY04wOPMyp94xp94ZjDnB4MzLnHrHnHpvMOZlTr1jTr0zGHOCwZlXp3MaByzsKWgwF0iPAauBKQ3zJwOPNgZn5gpgRe1xRNTuPpWZg6JvbzDmBIMzL3PqHXPqncGYEwzOvMypd8yp9wZjXubUO+bUO4MxJxiceQ2CnHq1z0E7SENmrgTuAvZtWLQvcOv6a0iSJEnShhnMPUhQnTJ3SUTcCdwGfAjYBvhaR7OSJEmStEka1AVSZv57RGwJ/AMwFbgXeEdm/qEXq68APk3daXeDwGDMCQZnXubUO+bUO4MxJxiceZlT75hT7w3GvMypd8ypdwZjTjA48xqMOa1n0I5iJ0mSJEntNmivQZIkSZKkdrNAkiRJkqTCAkmSJEmSCgskSZIkSSoskCRJkiSp2GQLpIj4cEQ8EBHPRsRdEfHGDuYyOyKyYVrU5hzeFBHfi4iFZf8HNSyPkufCiHgmIuZHxI4dzmlek3b7aYtzOj0i7oiIpyJicURcFRHbN8S0ta16mVNb2yoijo+I/46IZWW6LSLeXre87cdTL/Nq+zHVkN/pZZ9z6uZ1pK16kVe7j6lu3yc79B7VU04dOZ4i4iURcWlELImI5RFxd0TsUre8U39/PeXV7mNqQZP9ZUR8tSzvxDHVU06d+L83IiL+KarPTM9ExO8j4h8iYlhdTFvbqpc5daKtxkXEnIj4Q8nr1oh4bd3yTv3t9ZRXS9sqBuAzZkSMjohzIuKxiHg6Iq6OiGkDlWNfbZIFUkQcBswBPgu8GvgRcF1EbNPBtH5F9VtOtemVbd7/FsAvgY90sfxU4GNl+WuBRcAPImJcB3MCuJ512+0dLcwHYC/gq8DrgX2pfivsxojYoi6m3W3Vm5ygvW31MHAasGuZfgh8t+4NrxPHU2/ygvYfUwCUf1YfAv67YVGn2qqnvKD9bdXd+2Sn2qmn9+62tlFETAJ+AqwC3g68Avg48GRdWNvbqpd5QXvb67UN+9q3zP9Wue3EMdVTTtD+v7tPAH9D1Q47ULXLKcAJdTHtbqve5ATtb6tvUL1mR1G9F9wI3BQRLynLO/U+1VNe0Nq2GojPmHOAg4HDgT2BscA1ETF8APPsvczc5CbgduC8hnn3AZ/vUD6zgbs73S51+SRwUN3jAB4BPlE3bzTVP7a/7kROZd484KoOt9WLSm5vGkRttU5Og6itHgeOHQxt1CyvTrYT1Rv9b4F9gPnAnMFwPHWVVyfaqrv3yU61U0/v3Z04noAzgR91s7xTbdVtXp1qr4b9zwH+t7TRoHifqs+pg8fUNcCFDfO+DVzSqWOqp5w60VbAGOA5YP+G+XcD/9TBv71u82p3W9GPz5jABGAlcFhdzFbAamC/dr3G9dMm14MUEaOAXaiq53o3Anu0P6M1/qJ0LT4QEZdHxEs7mEujGcAU6tosM1cAt9DZNgOYGdVpZb+NiAsiYnKb9z+h3D5ebgdDWzXmVNORtoqI4RFxONU3SLcxONqoWV41nWinrwLXZuZNDfM73VZd5VXT7rbq6n2yk+3U03t3u9voQODOiPhW2e8vIuKDdcs71VY95VXTqfepUcCRwEVZffrq9N9es5xq2t1GPwbeEhEvK3m9iuob/O+X5Z1oq55yqmlnW40AhgPPNsx/puTWqWOqp7xqOvV5qjftsgswsiFmIXAvHfocuskVSMALqQ6URxvmP0r1AnXC7cD7gf2AD5Y8bo2ILTuUT6NauwymNgO4Dngf8GaqUzVeC/wwIka3Y+cREcCXgB9n5r1ldkfbqoucoANtFRGvjIg/AyuArwEHZ+av6XwbdZUXdKadDqd68z+9yeKOtVUPeUH726q798lOtVNP792deI96KXA8cH/J62vAlyPi/WV5p9qqp7ygs+/pBwETqb5Jh8Hxf+8g1s0JOtNGXwC+CfxPRKwCfkHVm/zNsrwTbdVTTtDmtsrMp6i+bPv7iNiqfAl3JPA6qlPWOnJM9SIv6OzfXm/aZQqwMjOf6CamrUZ0Yqdtkg2Po8m89iSSeV3dw3si4jbgd8DRVB92B4tB02YAmfnvdQ/vjYg7gT8A+wNXtiGFrwB/ybrfwKxJr+Fxu9qqaU4daqvfADtT/YM/FLg4IvaqT6shvl1t1DSvzPx1u9spIrYG/h/w1sxs/HavXlvbqjd5tbutenifrF1M3NZ26um9u0N/d8OAOzPzjPL4F+Uau+OBf61Pv2G9Vv/99ZhXh9/TjwWuK99K1+vk/731cupQGx1G1ZN1BNU1dzsDcyJiYWZeXBfXzrbqMacOtdVRwEXAH6lO//o5cBnwmrqYThxT3eY1CD5PQf/apWOfQzfFHqTHqA6OxopzMutXrx2RmU8D9wB/0elcitqoTIO2zQAy8xGqP+iWt1tEnEN1ysjemflw3aKOtVU3Oa2nHW2VmSsz838z887MPJ3qAs2P0uHjqZu8msW2up12oXred0XEcxHxHNWgGyeW+7X2aHdbdZtXNLkotp1/f2V/9e+Tg+I9qqf37ja10SPArxvm3QfUBiHqVFv1lNd62nVMRcS2VNfZfaNudkePqS5yWk+b2uifgTMz8/LMvCczLwH+hbW9y51oq55yWk+b/u/9LjP3orp+c+vM3I3q1LAH6OAx1UNezeLb+X7em3ZZBIyKarCXrmLaapMrkDJzJXAXa0eGqdkXuLX9Ga2vdGnuQPUPZTCo/WGvabNybvReDJI2AyintWxNC9stKl8BDgHenJmNby5tb6te5NRsnZa3VbPdUl14OdiOp1pe6y9ofTvdTDWi0M51053Av5X7v6czbdVtXpm5unGFdh9TDe+Tg+KY6um9u01t9BNg+4Z5L6P6sAOda6ue8lpPG4+pY4DFwLV18zp9TDXLaT1taqPNgecb5q1m7WfETrRVTzmtp53vUZn5dGY+Uj7Q7wd8l84fU13ltZ42v5/3pl3uohoBsz5mKrATnfoc2omRIVo9UXXNrgQ+QPXP7F+APwPbdiifs6gOhBlU54R+D1jWznyovlXYuUwJnFzub1OWf4JqRJGDqQ7Iy4CFwLhO5FSWnQXsDkwHZlL9kTzc4pzOLe2wF9W3HbVpTF1MW9uqp5w60VbA54A3lv29kmpI/dXAvp06nnrKq1PHVJMc57PuaHEdaavu8urQMdXt+2Qn2qm7nDp1PFFdO7AKOAPYjuoUpKeB93XymOoprw621zCqIu3MJss69T7VNKcOttG8so/9y34PBv4EfKFTbdVTTh1sq/2At5X3hH2pRoq7HRjZ4WOqy7za0VYMwGdM4DzgIeAtVD/Rc3N5HsNb2XZdPqdO7LQtTww+DCygulD7LuqGRO5ALpeXA2El1fmh3wZe0eYcZpaDtnGaV5YH1ZC2j1CNhHILsFOncqIatvIGqm/YVlL9M5lH1XXcypya5ZPArLqYtrZVTzl1oq2AC+v+vhYDN1GKo04dTz3l1aljqkmO81m3QOpIW3WXV4eOqW7fJzv0HtVlTp08noADqE71e5bqNLYPNizv1N9fl3l1qr2At1K9X76sybJOtVPTnDrYRuOohhv/A9XIZ7+jGrZ6VKfaqqecOthW7ym5rCht8RVgwiA4prrMqx1txQB8xgQ2A84BlgDLqb6Qauv/5/qpNu6+JEmSJA15m9w1SJIkSZLUXxZIkiRJklRYIEmSJElSYYEkSZIkSYUFkiRJkiQVFkiSJEmSVFggSZIkSVJhgSRJkiRJhQWSJEmSJBUWSJIkSZJUWCBJkiRJUvH/AYYseLtC1qH6AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,5),dpi=100)\n",
    "plt.hist(dfAll['popularity'],bins=20,rwidth=0.8,color=None)\n",
    "plt.xticks(np.linspace(start = 0, stop = 100, num = 21))\n",
    "plt.title('Popularity Statistics',fontsize=20)\n",
    "plt.legend(['Popularity'])\n",
    "plt.show()\n",
    "\n",
    "plt.figure(figsize=(10,5),dpi=100)\n",
    "plt.hist(dfAll['duration'],bins=20,rwidth=0.8,color=None,range=[1.2e5,0.4e6])\n",
    "#plt.xticks(np.linspace(start = 0, stop = 100, num = 21))\n",
    "plt.title('duration Statistics',fontsize=20)\n",
    "plt.legend(['Duration'])\n",
    "plt.show()\n",
    "\n",
    "plt.figure(figsize=(10,5),dpi=100)\n",
    "plt.hist(dfAll['volumeDelta'],rwidth=0.8,bins=20)\n",
    "#plt.xticks(np.linspace(start = 0, stop = 100, num = 21))\n",
    "plt.title('volumeDelta Statistics',fontsize=20)\n",
    "plt.legend(['volumeDelta'])\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
